{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "989b7d0e-635b-472b-a531-f0ba7337f297",
   "metadata": {},
   "source": [
    "# Rationale:\n",
    "\n",
    "We are to test if by removing features that present drift according to the adversarial classifer, we are to improve the model performance on the holdout set.\n",
    "\n",
    "# Methodology:\n",
    "\n",
    "* We are to use the ```AdversarialValidatio``` class to train an adversarial classfier.\n",
    "* SHAP values for the model will be checked to removed the top n features.\n",
    "* By using sequential elimination, we are to keep only those features so that the adversarial model has a performance close to ```.7 - .6 ROC AUC```\n",
    "* We shall retrain the original model without the discarted features and evaluate to see how the performance improves.\n",
    "* Finally, we will verify if the model with no drift features performs better than the baseline model.\n",
    "\n",
    "# Conclusions:\n",
    "\n",
    "* The model performance decreased significantly on the model with no drift features.\n",
    "* Eventhough the adversarial validation is aa intuitive approach to multivariate features drift, it does not guarantee that the generalization power of the model will increase.\n",
    "\n",
    "# Improvements and furter work:\n",
    "\n",
    "* Work in feature engineering to increase both models' predictive power.\n",
    "* Plot to compare feature removal aginst performance on the original model.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "237426b1-ae29-422b-b353-d7dbb217b0ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import warnings;warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use(\"seaborn-whitegrid\")\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "pd.set_option(\"display.max_columns\",None)\n",
    "\n",
    "import opendatasets as od\n",
    "\n",
    "import os\n",
    "os.chdir(\"../code\")\n",
    "\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from xgboost import XGBClassifier\n",
    "\n",
    "from adversarial_validation import AdversarialValidation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61400383-df84-490b-ac82-79324d5d3b9a",
   "metadata": {},
   "source": [
    "## Load the data\n",
    "We are to use [IEEE-CIS Fraud Detection data](https://www.kaggle.com/competitions/ieee-fraud-detection/data) data from kaggle for the experiment.\n",
    "\n",
    "We are to keep only meaningful features for prediction i.e droping id's and time-like columns, since as per data documentation they are no actual time columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f5f8de3a-d4bb-4f4b-aa64-9ff72d1e7e8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping, found downloaded files in \"../data/ieee-fraud-detection\" (use force=True to force download)\n"
     ]
    }
   ],
   "source": [
    "# os.chdir(\"../data\")\n",
    "path = \"https://www.kaggle.com/competitions/ieee-fraud-detection/data\"\n",
    "od.download(path,force=False, data_dir='../data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b0c49456-fd00-472c-94a1-f12ce7bbdcea",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df = pd.read_csv(\"../data/ieee-fraud-detection/train_transaction.csv\")\n",
    "test_df = pd.read_csv(\"../data/ieee-fraud-detection/test_transaction.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "208d9648-991a-4f49-a38e-b57c2e5f774b",
   "metadata": {},
   "outputs": [
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>M2</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2987001</td>\n",
       "      <td>0</td>\n",
       "      <td>86401</td>\n",
       "      <td>29.0</td>\n",
       "      <td>W</td>\n",
       "      <td>2755</td>\n",
       "      <td>404.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>325.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2987002</td>\n",
       "      <td>0</td>\n",
       "      <td>86469</td>\n",
       "      <td>59.0</td>\n",
       "      <td>W</td>\n",
       "      <td>4663</td>\n",
       "      <td>490.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>visa</td>\n",
       "      <td>166.0</td>\n",
       "      <td>debit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>outlook.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>315.0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>M0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2987003</td>\n",
       "      <td>0</td>\n",
       "      <td>86499</td>\n",
       "      <td>50.0</td>\n",
       "      <td>W</td>\n",
       "      <td>18132</td>\n",
       "      <td>567.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>117.0</td>\n",
       "      <td>debit</td>\n",
       "      <td>476.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M0</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1758.0</td>\n",
       "      <td>925.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1404.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1758.0</td>\n",
       "      <td>925.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1404.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2987004</td>\n",
       "      <td>0</td>\n",
       "      <td>86506</td>\n",
       "      <td>50.0</td>\n",
       "      <td>H</td>\n",
       "      <td>4497</td>\n",
       "      <td>514.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>420.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>6.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>140.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1803.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>64.0</td>\n",
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       "      <td>15557.990234</td>\n",
       "      <td>169690.796875</td>\n",
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       "      <td>515.0</td>\n",
       "      <td>5155.0</td>\n",
       "      <td>2840.0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   TransactionID  isFraud  TransactionDT  TransactionAmt ProductCD  card1  \\\n",
       "0        2987000        0          86400            68.5         W  13926   \n",
       "1        2987001        0          86401            29.0         W   2755   \n",
       "2        2987002        0          86469            59.0         W   4663   \n",
       "3        2987003        0          86499            50.0         W  18132   \n",
       "4        2987004        0          86506            50.0         H   4497   \n",
       "\n",
       "   card2  card3       card4  card5   card6  addr1  addr2  dist1  dist2  \\\n",
       "0    NaN  150.0    discover  142.0  credit  315.0   87.0   19.0    NaN   \n",
       "1  404.0  150.0  mastercard  102.0  credit  325.0   87.0    NaN    NaN   \n",
       "2  490.0  150.0        visa  166.0   debit  330.0   87.0  287.0    NaN   \n",
       "3  567.0  150.0  mastercard  117.0   debit  476.0   87.0    NaN    NaN   \n",
       "4  514.0  150.0  mastercard  102.0  credit  420.0   87.0    NaN    NaN   \n",
       "\n",
       "  P_emaildomain R_emaildomain   C1   C2   C3   C4   C5   C6   C7   C8   C9  \\\n",
       "0           NaN           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0   \n",
       "1     gmail.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "2   outlook.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0   \n",
       "3     yahoo.com           NaN  2.0  5.0  0.0  0.0  0.0  4.0  0.0  0.0  1.0   \n",
       "4     gmail.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0  1.0  0.0   \n",
       "\n",
       "   C10  C11  C12   C13  C14     D1     D2    D3    D4   D5  D6  D7  D8  D9  \\\n",
       "0  0.0  2.0  0.0   1.0  1.0   14.0    NaN  13.0   NaN  NaN NaN NaN NaN NaN   \n",
       "1  0.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   0.0  NaN NaN NaN NaN NaN   \n",
       "2  0.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   0.0  NaN NaN NaN NaN NaN   \n",
       "3  0.0  1.0  0.0  25.0  1.0  112.0  112.0   0.0  94.0  0.0 NaN NaN NaN NaN   \n",
       "4  1.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   NaN  NaN NaN NaN NaN NaN   \n",
       "\n",
       "    D10    D11  D12  D13  D14    D15   M1   M2   M3   M4   M5   M6   M7   M8  \\\n",
       "0  13.0   13.0  NaN  NaN  NaN    0.0    T    T    T   M2    F    T  NaN  NaN   \n",
       "1   0.0    NaN  NaN  NaN  NaN    0.0  NaN  NaN  NaN   M0    T    T  NaN  NaN   \n",
       "2   0.0  315.0  NaN  NaN  NaN  315.0    T    T    T   M0    F    F    F    F   \n",
       "3  84.0    NaN  NaN  NaN  NaN  111.0  NaN  NaN  NaN   M0    T    F  NaN  NaN   \n",
       "4   NaN    NaN  NaN  NaN  NaN    NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "    M9   V1   V2   V3   V4   V5   V6   V7   V8   V9  V10  V11  V12  V13  V14  \\\n",
       "0  NaN  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0   \n",
       "1  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  0.0  0.0  1.0   \n",
       "2    F  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0   \n",
       "3  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  1.0  1.0  1.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V15  V16  V17  V18  V19  V20  V21  V22  V23  V24  V25  V26  V27  V28  V29  \\\n",
       "0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V30  V31  V32  V33  V34  V35  V36  V37  V38  V39  V40  V41  V42  V43  V44  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V45  V46  V47  V48  V49  V50  V51  V52  V53  V54  V55  V56  V57  V58  V59  \\\n",
       "0  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  1.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
       "1  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0   \n",
       "2  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
       "3  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V60  V61  V62  V63  V64  V65  V66  V67  V68  V69  V70  V71  V72  V73  V74  \\\n",
       "0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V75  V76  V77  V78  V79  V80  V81  V82  V83  V84  V85  V86  V87  V88  V89  \\\n",
       "0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  0.0   \n",
       "1  0.0  0.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0   \n",
       "2  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0   \n",
       "3  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V90  V91  V92  V93  V94  V95   V96   V97  V98   V99  V100  V101  V102  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0   1.0   0.0  0.0   0.0   0.0   0.0   1.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  1.0  48.0  28.0  0.0  10.0   4.0   1.0  38.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V103  V104  V105  V106  V107  V108  V109  V110  V111  V112  V113  V114  \\\n",
       "0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "1   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "3  24.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "4   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "   V115  V116  V117  V118  V119  V120  V121  V122  V123  V124  V125  V126  \\\n",
       "0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   \n",
       "1   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   \n",
       "2   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   \n",
       "3   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  50.0   \n",
       "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   \n",
       "\n",
       "     V127   V128  V129   V130   V131  V132    V133   V134  V135  V136  V137  \\\n",
       "0   117.0    0.0   0.0    0.0    0.0   0.0   117.0    0.0   0.0   0.0   0.0   \n",
       "1     0.0    0.0   0.0    0.0    0.0   0.0     0.0    0.0   0.0   0.0   0.0   \n",
       "2     0.0    0.0   0.0    0.0    0.0   0.0     0.0    0.0   0.0   0.0   0.0   \n",
       "3  1758.0  925.0   0.0  354.0  135.0  50.0  1404.0  790.0   0.0   0.0   0.0   \n",
       "4     0.0    0.0   0.0    0.0    0.0   0.0     0.0    0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V138  V139  V140  V141  V142  V143  V144   V145  V146  V147  V148  V149  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   0.0   6.0  18.0  140.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "     V150  V151  V152  V153  V154  V155  V156  V157  V158          V159  \\\n",
       "0     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN           NaN   \n",
       "1     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN           NaN   \n",
       "2     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN           NaN   \n",
       "3     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN           NaN   \n",
       "4  1803.0  49.0  64.0   0.0   0.0   0.0   0.0   0.0   0.0  15557.990234   \n",
       "\n",
       "            V160  V161  V162  V163   V164    V165    V166  V167  V168  V169  \\\n",
       "0            NaN   NaN   NaN   NaN    NaN     NaN     NaN   NaN   NaN   NaN   \n",
       "1            NaN   NaN   NaN   NaN    NaN     NaN     NaN   NaN   NaN   NaN   \n",
       "2            NaN   NaN   NaN   NaN    NaN     NaN     NaN   NaN   NaN   NaN   \n",
       "3            NaN   NaN   NaN   NaN    NaN     NaN     NaN   NaN   NaN   NaN   \n",
       "4  169690.796875   0.0   0.0   0.0  515.0  5155.0  2840.0   0.0   0.0   0.0   \n",
       "\n",
       "   V170  V171  V172  V173  V174  V175  V176  V177  V178  V179  V180  V181  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   1.0   1.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V182  V183  V184  V185  V186  V187  V188  V189  V190  V191  V192  V193  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "   V194  V195  V196  V197  V198  V199  V200  V201  V202  V203  V204  V205  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V206  V207  V208  V209  V210  V211  V212  V213  V214  V215  V216  V217  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V218  V219  V220  V221  V222  V223  V224  V225  V226  V227  V228  V229  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
       "\n",
       "   V230  V231  V232  V233  V234  V235  V236  V237  V238  V239  V240  V241  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
       "\n",
       "   V242  V243  V244  V245  V246  V247  V248  V249  V250  V251  V252  V253  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "   V254  V255  V256  V257  V258  V259  V260  V261  V262  V263  V264  V265  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   0.0   0.0   \n",
       "\n",
       "   V266  V267  V268  V269  V270  V271  V272  V273  V274  V275  V276  V277  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V278  V279  V280  V281  V282  V283  V284  V285  V286  V287  V288  V289  \\\n",
       "0   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "1   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "2   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "3   NaN   1.0  28.0   0.0   0.0   0.0   0.0  10.0   0.0   4.0   0.0   0.0   \n",
       "4   0.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V290  V291  V292  V293  V294  V295  V296  V297  V298  V299  V300  V301  \\\n",
       "0   1.0   1.0   1.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "1   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "2   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "3   1.0   1.0   1.0   1.0  38.0  24.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "4   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V302  V303  V304  V305  V306    V307   V308  V309   V310  V311   V312  \\\n",
       "0   0.0   0.0   0.0   1.0   0.0   117.0    0.0   0.0    0.0   0.0    0.0   \n",
       "1   0.0   0.0   0.0   1.0   0.0     0.0    0.0   0.0    0.0   0.0    0.0   \n",
       "2   0.0   0.0   0.0   1.0   0.0     0.0    0.0   0.0    0.0   0.0    0.0   \n",
       "3   0.0   0.0   0.0   1.0  50.0  1758.0  925.0   0.0  354.0   0.0  135.0   \n",
       "4   1.0   1.0   1.0   1.0   0.0     0.0    0.0   0.0    0.0   0.0    0.0   \n",
       "\n",
       "   V313  V314  V315  V316    V317   V318  V319  V320  V321  V322  V323  V324  \\\n",
       "0   0.0   0.0   0.0   0.0   117.0    0.0   0.0   0.0   0.0   NaN   NaN   NaN   \n",
       "1   0.0   0.0   0.0   0.0     0.0    0.0   0.0   0.0   0.0   NaN   NaN   NaN   \n",
       "2   0.0   0.0   0.0   0.0     0.0    0.0   0.0   0.0   0.0   NaN   NaN   NaN   \n",
       "3   0.0   0.0   0.0  50.0  1404.0  790.0   0.0   0.0   0.0   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0     0.0    0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V325  V326  V327  V328  V329  V330  V331  V332  V333  V334  V335  V336  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V337  V338  V339  \n",
       "0   NaN   NaN   NaN  \n",
       "1   NaN   NaN   NaN  \n",
       "2   NaN   NaN   NaN  \n",
       "3   NaN   NaN   NaN  \n",
       "4   0.0   0.0   0.0  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "208b566a-1015-4abd-b2c7-f5a506b5e424",
   "metadata": {},
   "outputs": [],
   "source": [
    "features_list = train_df\\\n",
    "                .select_dtypes(exclude = \"object\")\\\n",
    "                .drop([\"isFraud\",\"TransactionID\", \"TransactionDT\"], axis = 1)\\\n",
    "                .columns\\\n",
    "                .tolist()\n",
    "\n",
    "target_column = \"isFraud\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ade70eb0-dc92-4f69-b329-f692655a64d2",
   "metadata": {},
   "source": [
    "### Train a base model with all the features.\n",
    "\n",
    "By training an ensemble model with no hyperparameter tuning we are to stablish a benchmark of performance using KFold- CV.\n",
    "\n",
    "We are to estimate the cv performance and the score on the test set on Kaggle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "e3ae23a1-e9cf-49f6-8978-4a27774e7ea3",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = XGBClassifier(random_state = 42).fit(X = train_df[features_list], y = train_df[target_column])\n",
    "cv_performance = cross_val_score(estimator = clf, X = train_df[features_list], y = train_df[target_column], cv = 5, scoring=\"roc_auc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "39b06679-6712-4f54-83f4-16bbfc3d96fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5.000000\n",
       "mean     0.903887\n",
       "std      0.014251\n",
       "min      0.885832\n",
       "25%      0.895511\n",
       "50%      0.904050\n",
       "75%      0.911060\n",
       "max      0.922985\n",
       "dtype: float64"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(cv_performance).describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "492d47f2-1ea4-4cc3-a4f0-69466a80eab5",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_df.loc[:,\"prediction\"] = clf.predict_proba(test_df[features_list])[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "6d1f1092-e1e3-45e8-8898-53ca0d3609d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "base_model_predictions = test_df[[\"TransactionID\",\"prediction\"]].copy()\n",
    "base_model_predictions.rename(columns = {\"prediction\":\"isFraud\"}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "045691c7-8903-41c1-84de-c0fdbb20631a",
   "metadata": {},
   "outputs": [],
   "source": [
    "base_model_predictions.to_csv(\"../submissions/base_model_predictions.csv\", index = False)"
   ]
  },
  {
   "attachments": {
    "7a79fcfa-ea29-4632-b23e-d53a0e408436.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "a5995722-54eb-46b8-b1cb-354b3e618f3c",
   "metadata": {},
   "source": [
    "![image.png](attachment:7a79fcfa-ea29-4632-b23e-d53a0e408436.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93b61814-384d-45b1-adc8-16916062e7d7",
   "metadata": {},
   "source": [
    "### Train an adversarial model.\n",
    "\n",
    "We are to train an adversarial classifier and analyse its performance.\n",
    "\n",
    "Since we do not have a time column in this case we need to concatenate both dataframes (Train and Test) and we need also remove the original target column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "9186a14e-4bfc-428b-ac12-a1100500c7ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "init_performance_:0.8179962343096234\n",
      "CPU times: user 17.9 s, sys: 4.72 s, total: 22.7 s\n",
      "Wall time: 8.76 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "train_df.loc[:,\"is_train\"] = 0\n",
    "test_df.loc[:,\"is_train\"] = 1\n",
    "frame = pd.concat([train_df, test_df], ignore_index=True).sample(frac = .01)\n",
    "estimator_params = {\"random_state\":42}\n",
    "adversarial_clf = AdversarialValidation(features = features_list,\n",
    "                                        is_train_column = \"is_train\"\n",
    "                                       ).fit(frame,estimator_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "08d4b41e-d9c0-40e1-823e-723fe8c7bed9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8179962343096234"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adversarial_clf.performance_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "3d7e477c-f66c-4dfd-b533-5bd830a96320",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "adversarial_clf.plot_shap_values(plot_type=\"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d0d25377-89ca-4cdd-acaa-4aa6cb9c949b",
   "metadata": {},
   "outputs": [],
   "source": [
    "adversarial_clf.save_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "f247f4a7-0f14-4c81-b2c7-65a965565bcf",
   "metadata": {
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "most_important_feature: dist1\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f26d52fc68b54dcdb396f27bb4f7bc70",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/10 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "most_important_feature: D15\n",
      "tmp_performance:0.7951338912133892\n",
      "most_important_feature: D10\n",
      "tmp_performance:0.7816962343096234\n",
      "most_important_feature: D4\n",
      "tmp_performance:0.7830506276150628\n",
      "most_important_feature: D11\n",
      "tmp_performance:0.7660569037656904\n",
      "most_important_feature: C12\n",
      "tmp_performance:0.7556769874476987\n",
      "most_important_feature: C11\n",
      "tmp_performance:0.7426995815899581\n",
      "most_important_feature: V8\n",
      "tmp_performance:0.7376343096234309\n",
      "most_important_feature: V326\n",
      "tmp_performance:0.7311221757322175\n",
      "most_important_feature: V53\n",
      "tmp_performance:0.7301129707112972\n",
      "most_important_feature: V1\n",
      "tmp_performance:0.7409372384937238\n"
     ]
    }
   ],
   "source": [
    "removal_frame = adversarial_clf.recursive_feature_elimination(frame, n_features_remove = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "3ac801bf-e18b-4d71-96ab-52fd8d85226d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Vq1a89tprl+zpjTfe4LXXXqNr165YrVb77SLOVa1aNZ566ikefPBBfH19+c9//kNISAhpaWnceeedvPzyy/Tv35/KlStzyy23FHltu3btmDBhgv2QH5zZK3D48GF69eqFxWLh2muvJSoq6rzaPDw8ePXVVxk2bBgeHh5YLBYiIyOpWbNmsfU0aNCg2F4HDRrE66+/zuzZs3F3dyckJOSS268kPD09mT17NhMnTiQ6OprCwkIGDRrEHXfcAcDOnTvp3r07VatWJTAwkL///huAZ599lilTpvDggw9SWFhIUFAQr7zySrHLady4MW3atKFTp05UrVoVPz8/brjhBtLS0vDz8yvy3HO3/5NPPlmi9X0xXl5ezJ49m0mTJjFv3jwKCgp44YUXaNq0Kb6+vgwbNoyuXbvi7u5Os2bN7Cex/+9//2PGjBkMGjSIWbNmERYWRvfu3bnmmmto06ZNscsr6Xvkny7398W5Ro8ezcSJE+natSv5+fmEhoYWuUCkZ8+ezJ49m7vvvhs48xldtmwZHTt2pGLFitxyyy1Ur16dtLS0Ei9TXJ/FKMn+cxEREREpNR06FBERETGJgpaIiIiISRS0REREREyioCUiIiJiEgUtEREREZM47e0dkpKSHF2CiIiISIld6BtLnDZoQfFfsfJvSU1NJSgoyNRlXC2u0our9AHqxVm5Si+u0geoF2fkKn3A1euluB1EOnQoIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0RETkqrq2vh8Wi8X+X5MmTYo8Lu1/19b3u+KaFi9eTHR09L/QXelkZGQwfvz4Yudv3LiRF1980dQa8vLyaNeunUNq+Pjjj+nUqROrVq0yZXxn4NQ3LC2Na+v78def6aYvp069Bhw6sN/05YiIuKq//kyn4Yiv/rXx0qbc96+NdbVdc801Fw1arm7NmjXMmDGDxo0bO7oU07hM0Pq3P7jFKcsfaBGR8io7O5tRo0Zx8uRJjhw5Qt++fQkICCAyMpKqVavi7u5OcHAwH330ESdOnGDw4MFYrVbuv/9+vvjiC2JjY/nqq6+wWCx07tyZfv368corr5CVlUVWVhazZ89myJAhZGdn4+HhwYQJEwgKCmLatGmkpKSQlZVFYGAgkydPJjo6mq1bt5Kbm8ukSZMYOXIkS5cuZfXq1SxcuJCCggIsFgszZ868ZF/Lly9n3bp1nD59moyMDPr168fatWvZvXs3w4cP5+677+aLL77gww8/xMvLi+uuu46IiAisVivDhg3jxIkT+Pn93x7BnTt3MnHiRHJycqhXrx6RkZElqiEuLo6cnBz+/vtvBg0axL333sumTZt48803cXd3p0GDBkRERPDll1/y6aefYrPZeOCBB/jtt98YNWoUb775Jt9++y0rV67Ew8ODZs2a8fLLL5+3rl555RWuvfZaDhw4QJcuXdi9eze//fYbbdq0YejQoWzatImZM2diGAY5OTlMmzaNw4cPM378eOrUqUN6ejo333wzEyZMIDMzkxEjRnDy5EkMw2DKlCnUqFGDUaNG8ffffwMwevToKw6BpgQtm83G+PHj2blzJ15eXkycOJGGDRva53/wwQf2N+wzzzxDhw4dzChDREQEgLS0NLp06cI999zD4cOHCQ8Px9vbm7fffptGjRoxbtw4AB544AH69u3LoEGDWLt2LW3btmX//v2sWrWKRYsWAfDYY49x1113AXDHHXfw6KOPEh8fj6+vL0OHDsXDw4Pc3Fyys7OpWrUqMTEx2Gw2unTpwuHDhwG4/vrrGT16NAcOHLDXuG/fPt59910qVqzI2LFjWb9+PbVr175kbzk5OXzwwQesXLmS+fPns3TpUjZu3MhHH31E06ZNiY6OZsWKFfj4+BAZGUlsbCx5eXkEBATw4osvsm3bNjZu3AjAmDFjiIyMJD8/n5SUFObNm0eLFi0uWcOpU6eIiYkhMzOTnj170q5dO8aMGcOiRYuoUaMGM2bMYMWKFXh4eFC1alXmzJkDwMqVKxk/fjy5ubl8/fXXLFmyBA8PD5577jnWrVt33rpKT0/ngw8+4PTp07Rv356EhAQqVqxI27ZtGTp0KLt372bq1KnUrl2bd955h9WrVxMUFMS+fft4//33qVixInfffTcZGRnMnTuXdu3a0adPH7Zs2cIvv/zCzp07ueOOO+jbty/79u1j5MiRLF68uKRvswsyJWjFxcVhtVqJjY0lOTmZqKgo+0o9ceIEH330EWvWrOHUqVN069ZNQUtERExVs2ZNPvzwQ9asWYOPjw8FBQWcPHmSRo0aARASEsL+/fupVq0aQUFBJCUlsWLFCkaMGMHOnTs5ePAgjz76KADHjx8nLS0NwP76Vq1asW/fPiIjI/H19WXgwIF4e3uTmZnJ0KFDqVSpErm5ueTn5xd53blq1KjBiBEjqFy5Mnv37iU4OLhEvZ39Hr8qVarg7++PxWKhWrVq5OXlkZ6ezg033ICPjw8AzZs3Z/369dhsNlq3bg3ArbfeiofHmTiwZ88eJkyYQE5Ojn0PWEk0b94cNzc3atasSdWqVTly5AhHjhxhyJAhAJw+fZoWLVrQsGHDC/a+d+9ebr31Vjw9PQFo1qwZu3fvPm9dNWjQgCpVquDl5UXNmjXx9fUFwGKxAFC7dm0mTZpEpUqVOHz4MCEhIQD4+fnZ18E111xDXl4ef/zxBz169ADObP+QkBCefPJJNmzYwNdffw2c2dZXypSglZSURGhoKADBwcGkpKTY51WsWJG6dety6tQpTp06ZV85IiIiZvnggw8IDg6mb9++bNiwge+//57atWuzZ88e/P392b59O9WqVQOgV69efPjhh5w+fRp/f3/y8/O54YYbmDdvHhaLhfnz59O4cWO++eYb+9+wjRs3UqtWLSZMmMDp06eZPn06jz76KIcOHWLGjBlkZmby7bffYhgGAG5uRa9FO3nyJG+//Tbx8fHAmb1mZ597KRf7O1q/fn327NlDbm4ulSpVYtOmTfbgkpyczN13381vv/1GQUEBcCbUTJkyhePHj5Obm0tGRkaJavj1118BOHr0KNnZ2dSpU4c6deowe/ZsqlSpwtq1a6lUqRKHDh06r3c4s9cqJiaGgoIC3N3d2bx5M926dWPHjh1Fnn+pzDBmzBi+/fZbfHx8GDFihH0dXuh1Z7d7YGAgmzdvJj4+nuuvv57777+frl27cuzYMT755JMS9X8xpgSt7Oxse3IEcHd3p6CgwJ6Yr732Wrp06UJhYSFPP/10seOkpqaaUd4Vc8a6Tp8+7ZR1lZar9AHqxVm5Si+u0se/5VLrwt/fn/fee49ly5ZRuXJlCgsLeeyxx3j++eepWLEiFStWpFGjRqSmplKlShVSUlLo2bOnfVx/f3+6detGfn4+N954I82aNSMrK4v09HRSU1Nxc3Nj/vz5WK1W4ExYq1ixIrt37+bBBx/EYrFwzTXXsHnzZjIyMigoKCA1NZXDhw9z6tQp+56nBx54ADc3N3x8fPj1118pLCzkxIkTxfZ38OBBjh07RmpqKunp6WRlZZGamsrevXvJycnh8OHDPPTQQ/Tq1evMFZrXXst9950513jGjBl069aNevXqYRgGqamp9O/fn8GDB1NQUICbmxuDBw8mLS3tkjWkp6fTo0cPcnNzefzxx9m1axfh4eGEh4djs9moVKkSL7zwQpF64cxhz71791K/fn1CQkLo1q0bhmEQFBREvXr1+OGHH85bV6mpqVitVqxWq32cs8+566676N69OxUqVMDX15ecnBwaN25sfx2cOcz5+++/065dO6Kjo1m8eDEWi4XBgwdTqVIlZs6cSUxMDKdOnSIsLOyKP2cWo6SRuRQmT57MrbfeSufOnYEzu1QTEhIAWLt2LfPnz2fevHkAPPHEEwwfPpxbbrmlyBhJSUk0bdq0xMu0WCxX7WR4E1ZZEVfjCkpnvXoyNTXVvhu8rFMvzslVeinLffzbv+Oc6fdZWd4u5ypNH8uXL2fv3r0MGzbM5Kouz9XaJsXlFlP2aIWEhLBu3To6d+5McnIyAQEB9nnVqlWjQoUKeHl5YbFYqFKlCidOnDCjjDLralxBqasnRcRR/hmKXCWcmGn8+PHs2bPnvOnvvfceFSpUcGgNnTp1uirLL6tMCVodOnQgMTGRsLAwDMMgMjKSmJgY/Pz8aN++PT/++CO9evXCzc2NkJAQWrZsaUYZIiIiLsEZ7rXlDDWURaYELTc3NyIiIopM8/f3t//8/PPP8/zzz5uxaHEyrnIYVDfEFRGRy+EyNywV5+Qqh0F1Q1wREbkc+q5DEREREZMoaImIiIiYRIcORcoZnW8mInL1KGiJlDM630xE5OrRoUMRERERk2iPloiUWa5y+xARcV0KWiJSZrnK7UNExHXp0KGIiIiISbRHS0TECegwqEjJlLXPioKWiIgTcJXDoLp9iJitrH1WFLRERORfo9uHiBSloCUiInIBZe0Q1cW4Ui9ljYKWiIjIBZS1Q1QX40q9lDW66lBERETEJApaIiIiIiZR0BIRERExiSnnaNlsNsaPH8/OnTvx8vJi4sSJNGzYEIDU1FQiIyPtz01OTmbWrFm0atXKjFJEREREHMaUoBUXF4fVaiU2Npbk5GSioqKYM2cOAEFBQSxYsACAr7/+mlq1ailkiYiIiEsyJWglJSURGhoKQHBwMCkpKec9Jzc3l+joaD7++GMzShARERFxOFOCVnZ2Nj4+PvbH7u7uFBQU4OHxf4tbtmwZHTt2pHr16sWOk5qaakZ5V8xZ6yotV+kD1IuzcpVeXKUPUC/OyFX6APVyIaYELR8fH3JycuyPbTZbkZAF8OWXX/L2229fdJygoCAzyrtizlpXablKH6BenJWr9OIqfYB6cUau0geU716SkpIuON2Uqw5DQkJISEgAzpzsHhAQUGT+yZMnsVqtXHvttWYsXkRERMQpmLJHq0OHDiQmJhIWFoZhGERGRhITE4Ofnx/t27fnjz/+oF69emYsWkRERMRpmBK03NzciIiIKDLN39/f/vMtt9zC7NmzzVi0iIiIiNPQDUtFRERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0REREREziYcagNpuN8ePHs3PnTry8vJg4cSINGza0z//++++ZNWsWhmFw0003MW7cOCwWixmliIiIiDiMKXu04uLisFqtxMbG8tJLLxEVFWWfl52dzdSpU3nnnXf45JNPqFevHn///bcZZYiIiIg4lClBKykpidDQUACCg4NJSUmxz9u6dSsBAQFMmTKFvn37UrNmTapXr25GGSIiIiIOZcqhw+zsbHx8fOyP3d3dKSgowMPDg7///puNGzfy2WefUalSJR5++GGCg4Np1KjReeOkpqaaUd4Vc9a6SstV+gD14qxcpRdX6QPUizNylT5AvVyIKUHLx8eHnJwc+2ObzYaHx5lF+fr6cvPNN3PNNdcA0KxZM1JTUy8YtIKCgswo74o5a12l5Sp9gHpxVq7Si6v0AerFGblKH1C+e0lKSrrgdFMOHYaEhJCQkABAcnIyAQEB9nk33XQTu3btIjMzk4KCArZt28YNN9xgRhkiIiIiDmXKHq0OHTqQmJhIWFgYhmEQGRlJTEwMfn5+tG/fnpdeeokBAwYA0LFjxyJBTERERMRVmBK03NzciIiIKDLN39/f/nOXLl3o0qWLGYsWERERcRq6YamIiIiISRS0REREREyioCUiIiJiEgUtEREREZMoaImIiIiYREFLRERExCQKWiIiIiImUdASERERMYmCloiIiIhJFLRERERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkuGrRiY2MpKCgA4Oeff2bx4sVXpSgRERERV1Bs0IqOjiYxMZH8/HwA6tSpQ2JiIrNmzbrkoDabjbFjx9K7d2/Cw8NJS0srMn/ixIk89NBDhIeHEx4ezsmTJ6+wDRERERHn41HcjISEBJYuXYrFYgGgfv36vPnmm4SFhTFo0KCLDhoXF4fVaiU2Npbk5GSioqKYM2eOff6vv/7KvHnzqF69+r/UhoiIiIjzKTZoVapUyR6yzvL09KRy5cqXHDQpKYnQ0FAAgoODSUlJsc+z2WykpaUxduxYjh49So8ePejRo8cFx0lNTS1RE1ebs9ZVWq7SB6gXZ+UqvbhKH6BenJGr9AHq5UKKDVoVKlQgPT2dBg0a2Kelp6efF74uJDs7Gx8fH/tjd3d3CgoK8PDwIDc3l0ceeYTHHnuMwsJC+vXrx3//+18CAwPPGycoKKi0/VwVzlpXablKH6BenJWr9OIqfYB6cUau0geU716SkpIuOL3YoDVs2DCeffZZ7rzzTho0aMDBgwdZv349U6ZMueTCfHx8yMnJsT+22Wx4eJxZVMWKFenXrx8VK1YE4I477mDHjh0XDFoiIiIiZVmxJ8PfeOONLFq0iCZNmnDq1CluuukmFi9eTJMmTS45aEhICAkJCQAkJycTEBBgn7dv3z769OlDYWEh+fn5bNmyhZtuuulfaEVERETEuRS7R2vz5s0A1KtXj/r16+Pt7Y27u3uJBu3QoQOJiYmEhYVhGAaRkZHExMTg5+dH+/bteeCBB+jVqxeenp488MAD3Hjjjf9ONyIiIiJOpNig9c97ZuXm5rJ7927GjBlDmzZtLjqom5sbERERRab5+/vbfx4wYAADBgy4jHJFREREyo5ig9b06dPPm5aVlcUzzzxzyaAlIiIiIqX8Ch5fX1/7Se0iIiIicnGlClq5ublkZ2ebVYuIiIiISyl299S0adOK3DPLarWSmJhI3759r0phIiIiImVdsUHr+uuvL/LY29ub3r1706hRI9OLEhEREXEFxQatBx988Lxp69atY+LEibz//vumFiUiIiLiCi55ZntWVhaffPIJS5cuxc/Pr9jvJRQRERGRoooNWikpKSxcuJAtW7bQqVMn6tSpoz1ZIiIiIqVQ7FWHYWFh1KpViy+//JIhQ4ZQoUKFq1mXiIiISJlXbNBatGgRmZmZ3HfffUydOpXc3NyrWZeIiIhImVds0Lrlllt47bXX+Oyzz7juuusoKCigZ8+efPzxx1ezPhEREZEy65Inw1eqVImePXvSs2dPdu7cySeffHI16hIREREp80p1Z/jGjRszevRos2oRERERcSmlCloiIiIiUnIXDVrr16/HMAwAUlNTSUhIuCpFiYiIiLiCi151OHPmTHJycgCwWCzMmjWL2NjYq1aciIiISFlWbNBasWIFH374IT4+PgAEBgbywQcfsHTp0qtWnIiIiEhZVmzQqlChAt7e3kWmVa5cmcqVK19yUJvNxtixY+nduzfh4eGkpaVd8DkDBgxg8eLFl1G2iIiIiPMrNmh5enqSmZlZZFpmZiaFhYWXHDQuLg6r1UpsbCwvvfQSUVFR5z1nxowZnDhx4jJKFhERESkbir2P1rPPPssTTzxBt27daNCgAYcOHWLZsmW8/PLLlxw0KSmJ0NBQAIKDg0lJSSkyf/Xq1VgsFvtzRERERFxRsUGrWbNmvP3223z++efEx8dTv359Zs6cSb169S45aHZ2tv3cLgB3d3cKCgrw8PBg165dfPXVV7z99tvMmjXrouOkpqaWopWrx1nrKi1X6QPUi7NylV5cpQ9QL87IVfoA9XIhF70zfP369WnevDkHDx6kbt261K1bt0SD+vj42K9WhDPnY3l4nFnUZ599xuHDh+nfvz9//vknnp6e1KtXj1atWp03TlBQUGl6uWqcta7ScpU+QL04K1fpxVX6APXijFylDyjfvSQlJV1werFB6+jRozz99NM0bNiQ+vXrs27dOqKiopg7dy61atW66MJCQkJYt24dnTt3Jjk5mYCAAPu84cOH23+Ojo6mZs2aFwxZIiIiImVdsUErKiqKYcOGceedd9qnJSQkMHnyZN58882LDtqhQwcSExMJCwvDMAwiIyOJiYnBz8+P9u3b/3vVi4iIiDixYoPWX3/9VSRkAbRq1YrZs2dfclA3NzciIiKKTPP39z/vec8991xJ6xQREREpc4q9vYObm74GUURERORKFJum6taty7p164pMi4+PL9FVhyIiIiJykUOHw4cP57nnniM2NhY/Pz8OHDjAsWPHmDNnztWsT0RERKTMKjZoVa9enYULF5KSkkJ6ejodO3YkJCTkatYmIiIiUqYVe+iwoKCANWvWkJ2dTadOnQgJCeHo0aMMGTLkKpYnIiIiUnYVu0dr2LBhuLu7k5GRwe+//079+vUZNWoU/fr1u5r1iYiIiJRZxQat/fv3s3z5cqxWK927d8fT05OPPvrogrdpEBEREZHzFRu0zn5XoZeXFzabjQ8++ABfX9+rVZeIiIhImVeim2XVqFFDIUtERESklIrdo/X777/z0ksvYRiG/eezpk2bdlWKExERESnLig1aM2bMsP8cFhZ2NWoRERERcSnFBq3bbrvtatYhIiIi4nL0hYYiIiIiJlHQEhERETGJgpaIiIiISRS0REREREyioCUiIiJiElOCls1mY+zYsfTu3Zvw8HDS0tKKzF+4cCHdu3enR48erFq1yowSRERERByu2Ns7XIm4uDisViuxsbEkJycTFRXFnDlzAMjMzGTx4sWsWLGCvLw8unTpQqdOnbBYLGaUIiIiIuIwpuzRSkpKIjQ0FIDg4GBSUlLs86pXr85nn32Gp6cnR48exdvbWyFLREREXJIpe7Sys7PtX0oN4O7uTkFBAR4eZxbn4eHBxx9/THR0NOHh4cWOk5qaakZ5V8xZ6yotV+kD1IuzcpVeXKUPUC/OyFX6APVyIaYELR8fH3JycuyPbTabPWSd9cgjj9CrVy+efPJJNmzYwB133HHeOEFBQWaUd8Wcta7ScpU+QL04K1fpxVX6APXijFylDyjfvSQlJV1wuimHDkNCQkhISAAgOTmZgIAA+7y9e/cyePBgDMPA09MTLy8v3Nx08aOIiIi4HlP2aHXo0IHExETCwsIwDIPIyEhiYmLw8/Ojffv2BAYG0rt3bywWC6GhofpeRREREXFJpgQtNzc3IiIiikzz9/e3/zx48GAGDx5sxqJFREREnIaO2YmIiIiYREFLRERExCQKWiIiIiImUdASERERMYmCloiIiIhJFLRERERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkHmYMarPZGD9+PDt37sTLy4uJEyfSsGFD+/z58+ezcuVKAFq3bs3gwYPNKENERETEoUzZoxUXF4fVaiU2NpaXXnqJqKgo+7z09HS++OILlixZwtKlS1m/fj07duwwowwRERERhzJlj1ZSUhKhoaEABAcHk5KSYp9Xp04d5s2bh7u7OwAFBQV4e3tfcJzU1FQzyrtizlpXablKH6BenJWr9OIqfYB6cUau0geolwsxJWhlZ2fj4+Njf+zu7k5BQQEeHh54enpSvXp1DMPg9ddfp0mTJjRq1OiC4wQFBZlR3hVz1rpKy1X6APXirFylF1fpA9SLM3KVPqB895KUlHTB6aYcOvTx8SEnJ8f+2Gaz4eHxf5kuLy+PYcOGkZOTw7hx48woQURERMThTAlaISEhJCQkAJCcnExAQIB9nmEYPPvsszRu3JiIiAj7IUQRERERV2PKocMOHTqQmJhIWFgYhmEQGRlJTEwMfn5+2Gw2Nm3ahNVq5YcffgBg6NCh/O9//zOjFBERERGHMSVoubm5ERERUWSav7+//eft27ebsVgRERERp6IbloqIiIiYREFLRERExCQKWiIiIiImUdASERERMYmCloiIiIhJFLRERERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImMSUoGWz2Rg7diy9e/cmPDyctLS0856TmZnJvffeS15enhkliIiIiDicKUErLi4Oq9VKbGwsL730ElFRUUXm//DDDzz++ONkZGSYsXgRERERp2BK0EpKSiI0NBSA4OBgUlJSii7UzY2YmBh8fX3NWLyIiIiIU/AwY9Ds7Gx8fHzsj93d3SkoKMDD48ziWrZsWaJxUlNTzSjvijlrXaXlKn2AenFWrtKLq/QB6sUZuUofoF4uxJSg5ePjQ05Ojv2xzWazh6zSCAoK+jfL+tc4a12l5Sp9gHpxVq7Si6v0AerFGblKH1C+e0lKSrrgdFMOHYaEhJCQkABAcnIyAQEBZixGRERExKmZskerQ4cOJCYmEhYWhmEYREZGEhMTg5+fH+3btzdjkSIiIiJOx5Sg5ebmRkRERJFp/v7+5z3vu+++M2PxIiIiIk5BNywVERERMYmCloiIiIhJFLRERERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJKUHLZrMxduxYevfuTXh4OGlpaUXmL126lIceeohevXqxbt06M0oQERERcTgPMwaNi4vDarUSGxtLcnIyUVFRzJkzB4CMjAwWLFjAp59+Sl5eHn379qVly5Z4eXmZUYqIiIiIw5iyRyspKYnQ0FAAgoODSUlJsc/75Zdf+N///oeXlxdVqlTBz8+PHTt2mFGGiIiIiENZDMMw/u1BR40axT333EPr1q0BaNOmDXFxcXh4ePD555+za9cuXn75ZQCGDx9Ot27daNGiRZExkpKS/u2yREREREzTtGnT86aZcujQx8eHnJwc+2ObzYaHh8cF5+Xk5FClSpXzxrhQsSIiIiJliSmHDkNCQkhISAAgOTmZgIAA+7xbbrmFpKQk8vLyOHnyJHv27CkyX0RERMRVmHLo0GazMX78eHbt2oVhGERGRpKQkICfnx/t27dn6dKlxMbGYhgGTz/9NPfee++/XYKIiIiIw5kStERERERENywVERERMU25DFo7duxg69atbNu2jf79+/PTTz85uqRSWbBgAXDmnmTPP/8899xzDy+++CJHjx51cGWll5eXx/z583nmmWd4+OGHeeaZZ5g3bx6nT592dGlXRLcsESlefHw869evx2q1EhERwbBhwzh48KCjy5L/Lz09nT///NPRZbiMcnnoMCwsjDFjxhAdHc0zzzzD1KlTWbhwoaPLKrF+/frx0UcfMWTIENq3b0+HDh348ccfWbp0Ke+8846jyyuVoUOHEhgYSKtWrahcuTI5OTkkJCSwbds2Zs2a5ejySmz9+vVFHk+dOtV+C5O77rrLESUJsG/fPqZNm4a3tzeDBw/muuuuA2DcuHFMmDDBscWVU6NGjSIvL4+cnBwyMzO5//77qV27NosXL+b99993dHkl9v3335OWlkbbtm0ZOXIk+/bto27dukyYMIGgoCBHl1cqmzZtYtKkSVStWpXu3bszb948PD096du3Lz179nR0eaUSGxtb7LzevXtfxUr+jym3d3B2Xl5e3HjjjeTn5xMcHIybW9ncsXfs2DG6du0KQLt27Zg/f75jC7oMR44cYfr06UWmBQYG0rdvXwdVdHneeOMN3NzcaNy4MXBm26xcuRIoe0ErPDyc/Pz8ItMMw8BisbBkyRIHVXV5xowZw9NPP01BQQGDBg1i6tSpNGnShL179zq6tFJxpW2yb98+Fi5ciGEYdOnShYcffhiADz/80MGVlU50dDSzZs1i7NixvPDCCzRv3pwdO3Ywbty4i/6xd0bTp09n9uzZ/PnnnwwcOJAffvgBT09PwsPDy1zQ2rt3L+vWreP+++93dCl25TJoWSwWhg8fTqtWrVi1ahWenp6OLqlUdu3axcSJE8nPz+enn37i9ttv55tvvnF0WZfF29ubzz77jNDQUKpUqUJ2djYJCQlUqlTJ0aWVyuLFi4mIiCAkJISePXsSHh7O5MmTHV3WZRk2bBijR49m1qxZuLu7O7qcK3Y26Pr5+fHcc88xb948LBaLg6sqHVfaJgUFBSQkJJCVlcWxY8fYs2cPPj4+FBQUOLq0UvHy8qJ27doANG/eHDjzj8SyyGazUa9ePerVq8cjjzxi//1b1j4nACNHjmTv3r20atWKW265xdHlAOX00GFmZibbt2+ndevWbNiwgcDAQHx9fR1dVokdP36c3377jZSUFPz9/bn99tsZPXo0w4YNo169eo4ur1T+/vtvZs2axZYtW8jJyaFy5cqEhIQwcOBAatSo4ejySu2DDz4gLS2N3bt3s2jRIkeXc9nmzZtHw4YN6dChg6NLuSKPPfYY4eHhtG7dGnd3dzZs2EBkZCQFBQWsWrXK0eWViqtskw8++ICtW7cSFBREw4YNmTRpEr6+vkycOJGQkBBHl1dikyZNorCwkFq1arF//37atm3L999/j81mIzIy0tHllcqbb77JL7/8wvvvv28/whMREWG/VVNZsmzZMlq2bGkPj86gXAat7Oxs3nvvPY4cOULbtm1p3LgxDRs2dHRZUsbt2LGD1atX8/XXX5Oens7XX3+t95WDHTp0iLfeeotXXnnF/o+pDRs2MHnyZD7//HPHFldOTZo0iXXr1nHXXXcRFhZWpvcCff7556xfv56///4bX19fmjZtSs+ePfHy8nJ0eaWWmppa5NyyDRs2cNttt5W5U2smTZpEfHw8LVu2dJr3V7kMWs8//zytWrVi+fLlDBs2jOnTp/Pxxx87uiwpw77++mvee+89+vTpQ/Xq1fnzzz/55JNPeOGFF7j77rsdXZ6IU8nPz2ft2rUsX76cEydO0L17d+677z4qVqzo6NJKZdeuXXh7exf5B9W2bdu49dZbHVhV6X399dd06tSJ3NxcoqOj2bFjBzfddBMDBw6kcuXKji6v1Jzt/VUug9bZq/bO/r9v375l6jBP165d+fvvvy84759Xvzk7V+mlT58+vP/++0XOLcvOzmbgwIH223GUFa6yTVyJK2+Tw4cPs2DBAj755BM2btzo6HJKbNasWaxfv57CwkKaNGnCuHHjsFgs9r8rZcnZmkeNGkWDBg3o0KEDP/30E1u3bmXatGmOLu+KOMP7q1yeDA+wZ88eAP76668yd3LpzJkzGTp0KB9//HGZ+xfgP7lKLx4eHuedwO/j41Pm3lvgOtsEXCegnN0mCxcupEKFCo4u51+Rl5fHt99+y2effUZOTo79dihlRUJCgv3qwilTpjBhwgTGjx9PWd53kZaWxqRJkwDw9/dnzZo1Dq7o8jnT+6tcBq3Ro0fz6quvsmfPHp5//nnGjRvn6JJKpWHDhvTr149NmzbRunVrR5dzRVyll+KuzrHZbFe5kivnKtsEXCegnN0mGzduLPPbZOPGjXz22Wds3LiR9u3bM3z4cAICAhxdVqmdG6hGjBjBSy+9VCavaIUzt9yYP38+7u7u/PbbbzRp0oTt27efd0uRssAZ31/l8tDh+++/zxNPPOHoMq7I2ROvs7KyqFOnDh07drTfjLGscYVeWrRowZ133llkmmEYbNy4kcTERAdVdflcYZuc9fnnn+Pr61vmA0psbCzdu3fHw8ODn3/+md27d9OnTx9Hl1Vq4eHh9OrVi3vvvbdMnjR+1vz58/nqq6+YN28evr6+WK1WBg4cyM8//8y2bdscXV6pvP/++3h5ebFnzx5uvfVW7r77bp544okyefNVZ3x/lcug1a9fP2JiYsrkYR04/8TrgwcPsnTp0jJ54rWr9LJp06Zi5912221XsZIr5yrb5CxXCCjR0dHs3r2bKVOmULFiRQ4cOEBUVBRBQUEMGjTI0eWVW+np6dStW7fI35K4uLgy9zlxlStBnVW5DFpdu3bl2LFj1K9fH4vFUuburuxKJ167Ui+uwpW2iasElJ49e7J06dIih6Xy8/MJCwvj008/dWBl5ZfNZuO7776jSpUqBAYGMnnyZNzc3Bg6dCg1a9Z0dHml5mxX6rmScnmOVln7PsB/cqUTr12pF1fhStskISGhSECpX78+b775JmFhYWUqaFWqVOm8c388PT3L5KX3rmLUqFEAZGRkkJWVRe/evalcuTKjR48uk39jPD096dixIx07drRfqdemTZsydSWosyqXQWvFihXnTRs8eLADKrk8rnTitSv14ipcaZu4SkCpUKEC6enpNGjQwD4tPT29TJ547SrS0tJYtGgRVquVrl272r8TsKx9z+G5nOlKPVdSLoPW2d26hmHw22+/lbk/IL///jsvvfRSkWmGYdhvWVGWuFIvrsKVtomrBJRhw4bx7LPPcuedd9KgQQMOHjzI+vXrmTJliqNLK9eSkpJo2rQpMTExwJnwZbVaHVxV6TnjlXqupFyeo/VPAwYMYN68eY4uo8Rc6cRrV+rFVbjSNtm9ezdDhw69YEBp0qSJo8srlZMnT7J27VqOHDlC3bp1adOmDT4+Po4uq9xasGAB8fHxRW7pMHDgQJ5++mmCg4MdW1wpOeOVeq6kXAatP/74w/5zRkYG48ePL3NfMCsiJaOAImbQlXpSUuUyaIWHh9t/9vb2pl+/frRq1cqBFYmISFmjK/WkJMpl0Pruu+9o166d/fGqVavo3LmzAysSEZGyzBm+U0+cU7k6GX7dunVs2bKFlStXkpycDJy5kmrt2rUKWiIiUmq6Uk8upVwFrcDAQLKysvD29qZRo0bAmUvZu3Tp4uDKRESkLNGVelJS5fLQoc1mw83Nzf74yJEj1KpVy4EViYhIWaIr9aSkymXQeuutt1i8eDH5+fmcPn2a6667jpUrVzq6LBEREXExbpd+iuv57rvvSEhIoGvXrqxatYratWs7uiQRERFxQeUyaF1zzTV4eXmRk5NDw4YNyc/Pd3RJIiIi4oLKZdCqU6cOy5Yto2LFikybNo0TJ044uiQRERFxQeXyHC2bzcZff/1F1apVWbFiBXfeeSc33HCDo8sSERERF1Oubu9wVm5uLrGxsRw5coS2bdvi6enp6JJERETEBZXLQ4evvvoqDRo0IC0tjZo1azJq1ChHlyQiIiIuqFwGraysLHr06IGHhwchISHYbDZHlyQiIiIuqFwGLYA9e/YA8Ndff+Hu7u7gakRERMQVlcuT4Xft2sWYMWPYs2cP119/PePGjeOmm25ydFkiIiLiYsrVyfAjR45k8uTJbNmyhdjYWEeXIyIiIi6uXAWt5ORkpkyZwjfffMPBgweLzBs6dKiDqhIRERFXVa6C1rvvvktSUhLx8fE0atTI0eWIiIiIiyuX52gdOnSIa6+99rzp48aNY8KECQ6oSERERFxRubzq8EIhC+CPP/64ypWIiIiIKyuXQUtERETkalDQEhERETGJgpaIiIiISRS0zlEOrwsQERERE5Wrqw4vdpPS3r17k5+fj6en51WsSERERFxZubqPVkZGxkXnK2SJiIjIv6lc7dG62O0bdANTERER+beVq6AVHh6OxWI5b3p+fj6LFy92QEUiIiLiyspV0Dpr8eLFzJ8/n/z8fAA8PDxYs2aNg6sSERERV1MurzpctGgRCxYsoHXr1kyePJkbb7zR0SWJiIiICyqXQatWrVrUqlWLnJwcbr/9dk6cOOHokkRERMQFlcugVaVKFeLi4rBYLCxZsoSsrCxHlyQiIiIuqFyeo5Wdnc3+/fupUaMGMTExtG3blttvv93RZYmIiIiLKZdBS0RERORqKJeHDkVERESuBgUtEREREZMoaImIywgPD2fPnj2OLkNExE5BS0RERMQk5epLpUWkbDp9+jQjR47k4MGD5Ofn8+qrr7JkyRIOHDhAYWEhjz32GJ07d7Y/Pzo6mpo1a9KnTx/27NnD+PHjWbBgAV27dqVZs2bs3LmT66+/nho1avDzzz/j5eXFu+++yzvvvMOBAwc4duwYBw8eZOTIkYSGhvLmm2+yceNGCgoKuOeee3jqqaccuDZEpCzRHi0RcXpLliyhXr16xMbGMn36dDZt2kT16tVZsmQJMTExzJgxg8zMzEuOk5OTw3333ceiRYv4+eefCQkJYeHCheTn5/P7778D4OXlxbx58xg1ahTz588H4Msvv+SNN95g0aJFVK1a1cxWRcTFaI+WiDi9vXv30qpVKwCuu+46MjIyaNGiBQA+Pj74+/uTnp5eorFuuukmAKpWrYq/v7/957y8PACCgoIAqFOnDlarFYCpU6cybdo0jh49Smho6L/XmIi4PO3REhGn5+/vz/bt2wFIT09n5cqV/Pzzz8CZGxDv2rWL+vXr25/v7e1NRkYGAL/++muRsSwWy0WX9c/5VquV1atXM336dD766CNWrFjBn3/+ecU9iUj5oD1aIuL0wsLCePXVV3nkkUcoLCxk3rx5LFy4kD59+pCXl8fgwYOpUaOG/fmdOnViyJAhbN682b4H63J5eXlRrVo1evXqRYUKFWjZsiV169a90pZEpJzQneFFRERETKJDhyIiIiImUdASERERMYmCloiIiIhJFLRERERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJP8P4WobIqMX3n4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (10,4))\n",
    "removal_frame.set_index(\"columns\").plot.bar(edgecolor = \"black\", ax = ax)\n",
    "ax.set_title(\"Performance of the adversarial model after feature removal\")\n",
    "ax.set_ylabel(\"ROC AUC\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "644bb01b-b11f-4939-947c-84b0d50c9f85",
   "metadata": {
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "removal_frame = adversarial_clf.recursive_feature_elimination(frame, threshold_remove_until=.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "144eac49-4d1c-4f97-aa47-40303e5ffc82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (10,4))\n",
    "n_removed = removal_frame.shape[0]\n",
    "removal_frame.set_index(\"columns\").plot(ax = ax)\n",
    "ax.set_title(f\"Performance of the adversarial model after feature removal [{n_removed} removed to .5]\")\n",
    "ax.set_ylabel(\"ROC AUC\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63854072-bbad-42f3-84c7-e7d9a29e79b0",
   "metadata": {},
   "source": [
    "### Train a model excluding the features that make the adversarial model reach a performance of 0.65\n",
    "\n",
    "We are to remove features so that the adversarial model loses predictive power, we would like to make it ner .5 but if so we wuold need to remove 319 out 370 features.\n",
    "\n",
    "With a threshold of 0.65 we would keep 297 features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "b03b1933-0a4d-4e25-82b4-f2895ef0d44b",
   "metadata": {},
   "outputs": [],
   "source": [
    "feats_to_remove = removal_frame[removal_frame.adversarial_model_performance > .65][\"columns\"].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "9a0b84a6-6162-48ce-a7f3-0889e95aac2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "features_list_no_drfit = [x for x in features_list if x not in feats_to_remove]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "5336613e-4fe3-4025-895f-24ecfc143b0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = XGBClassifier(random_state = 42).fit(X = train_df[features_list_no_drfit], y = train_df[target_column])\n",
    "cv_performance = cross_val_score(estimator = clf, X = train_df[features_list_no_drfit], y = train_df[target_column], cv = 5, scoring=\"roc_auc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "0eecb8b8-e46a-4a4c-8716-2a3621807f3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5.000000\n",
       "mean     0.873440\n",
       "std      0.011077\n",
       "min      0.861490\n",
       "25%      0.863529\n",
       "50%      0.874889\n",
       "75%      0.879214\n",
       "max      0.888080\n",
       "dtype: float64"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(cv_performance).describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "68908c5c-161d-4b5f-81a7-a6299d50d0b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_df.loc[:,\"prediction\"] = clf.predict_proba(test_df[features_list_no_drfit])[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "59278481-6ad9-4fbe-877d-c1118b68ef38",
   "metadata": {},
   "outputs": [],
   "source": [
    "no_drift_model_predictions = test_df[[\"TransactionID\",\"prediction\"]].copy()\n",
    "no_drift_model_predictions.rename(columns = {\"prediction\":\"isFraud\"}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "3e6b762d-b760-4a2f-9573-dbaa402336fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "no_drift_model_predictions.rename(columns = {\"prediction\":\"isFraud\"}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "1dba5918-daad-4a73-8766-a6d63689dc93",
   "metadata": {},
   "outputs": [],
   "source": [
    "no_drift_model_predictions.to_csv(\"../submissions/no_drift_model_predictions.csv\", index = False)"
   ]
  },
  {
   "attachments": {
    "0a9d7dc1-d0a8-4365-92e9-07497c52abbc.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "be6eeb00-2bce-46b7-a3dd-df005ad74a2f",
   "metadata": {},
   "source": [
    "![image.png](attachment:0a9d7dc1-d0a8-4365-92e9-07497c52abbc.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c99e32e0-1e68-4720-95ef-e4bd2761aa49",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
